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Probabilistic Sorting Memory Constrained Tree Search Algorithm for MIMO System
- Source :
- Machine Learning and Intelligent Communications ISBN: 9783030005566, MLICOM
- Publication Year :
- 2018
- Publisher :
- Springer International Publishing, 2018.
-
Abstract
- Considering the shortcomings of large storage space requirements and high complexity in multiple-symbol differential detection algorithm in current Multiple Input Multiple Output (MIMO) system, this paper proposes a probabilistic sorting memory constrained tree search algorithm (PSMCTS) by using performance advantage of sorting algorithm and storage advantage of memory constrained tree search (MCTS). Based on PSMCTS, a pruning PSMCTS named PPSMCTS is put forward. Simulation results show that the performance of PSMCTS is approach to that of ML algorithm under fixed memory situations, while the computational complexity is lower than that of MCTS algorithm in small storage capacity conditions under low signal noise ratio (SNR) region. PPSMCTS has more prominent advantages on reduction of computational complexity than PSMCTS algorithm. Theoretical analysis and simulation demonstrate that the two proposed algorithms can effectively inherit the good feature of MCTS algorithm, which are suitable for hardware implementation.
- Subjects :
- 0209 industrial biotechnology
Sorting algorithm
Computational complexity theory
Computer science
Probabilistic logic
Sorting
020206 networking & telecommunications
02 engineering and technology
Reduction (complexity)
Tree (data structure)
Tree traversal
020901 industrial engineering & automation
0202 electrical engineering, electronic engineering, information engineering
Pruning (decision trees)
Algorithm
Subjects
Details
- ISBN :
- 978-3-030-00556-6
- ISBNs :
- 9783030005566
- Database :
- OpenAIRE
- Journal :
- Machine Learning and Intelligent Communications ISBN: 9783030005566, MLICOM
- Accession number :
- edsair.doi...........96d136fafca7f3a8f7a8da91a8d0360a
- Full Text :
- https://doi.org/10.1007/978-3-030-00557-3_41